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This study focuses on recognizing Bangladeshi dialects and converting diverse Bengali accents into standardized formal Bengali speech. Dialects, often referred to as regional languages, are distinctive variations of a language spoken in a…

Computation and Language · Computer Science 2024-11-19 Md. Nazmus Sadat Samin , Jawad Ibn Ahad , Tanjila Ahmed Medha , Fuad Rahman , Mohammad Ruhul Amin , Nabeel Mohammed , Shafin Rahman

Voice based applications are ruling over the era of automation because speech has a lot of factors that determine a speakers information as well as speech. Modern Automatic Speech Recognition (ASR) is a blessing in the field of…

Audio and Speech Processing · Electrical Eng. & Systems 2024-04-24 Hasmot Ali , Md. Fahad Hossain , Md. Mehedi Hasan , Sheikh Abujar , Sheak Rashed Haider Noori

Bengali is one of the most spoken languages in the world with over 300 million speakers globally. Despite its popularity, research into the development of Bengali speech recognition systems is hindered due to the lack of diverse open-source…

Automatic speech recognition (ASR) converts the human voice into readily understandable and categorized text or words. Although Bengali is one of the most widely spoken languages in the world, there have been very few studies on Bengali…

Audio and Speech Processing · Electrical Eng. & Systems 2024-03-21 Mir Sayeed Mohammad , Azizul Zahid , Md Asif Iqbal

Speech recognition is a fascinating process that offers the opportunity to interact and command the machine in the field of human-computer interactions. Speech recognition is a language-dependent system constructed directly based on the…

Computation and Language · Computer Science 2021-09-28 M. F. Mridha , Abu Quwsar Ohi , Md. Abdul Hamid , Muhammad Mostafa Monowar

The Bangla linguistic variety is a fascinating mix of regional dialects that contributes to the cultural diversity of the Bangla-speaking community. Despite extensive study into translating Bangla to English, English to Bangla, and Banglish…

Computation and Language · Computer Science 2025-11-18 Fatema Tuj Johora Faria , Mukaffi Bin Moin , Ahmed Al Wase , Mehidi Ahmmed , Md. Rabius Sani , Tashreef Muhammad

Speech recognition has received a less attention in Bengali literature due to the lack of a comprehensive dataset. In this paper, we describe the development process of the first comprehensive Bengali speech dataset on real numbers. It…

Audio and Speech Processing · Electrical Eng. & Systems 2018-03-28 Md Mahadi Hasan Nahid , Md. Ashraful Islam , Bishwajit Purkaystha , Md Saiful Islam

This paper presents the development of a prototype Automatic Speech Recognition (ASR) system specifically designed for Bengali biomedical data. Recent advancements in Bengali ASR are encouraging, but a lack of domain-specific data limits…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-21 Shariar Kabir , Nazmun Nahar , Shyamasree Saha , Mamunur Rashid

Bengali, spoken by over 300 million people, is a morphologically rich and lowresource language, posing challenges for automatic speech recognition (ASR). This research presents an end-to-end framework for Bengali ASR, building on a…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-16 Md. Nazmus Sakib , Golam Mahmud , Md. Maruf Bangabashi , Umme Ara Mahinur Istia , Md. Jahidul Islam , Partha Sarker , Afra Yeamini Prity

An independent, automated method of decoding and transcribing oral speech is known as automatic speech recognition (ASR). A typical ASR system extracts feature from audio recordings or streams and run one or more algorithms to map the…

Audio and Speech Processing · Electrical Eng. & Systems 2022-09-21 Tushar Talukder Showrav

Real-time speech assistants are becoming increasingly popular for ensuring improved accessibility to information. Bengali, being a low-resource language with a high regional dialectal diversity, has seen limited progress in developing such…

Computation and Language · Computer Science 2025-11-17 Jakir Hasan , Shubhashis Roy Dipta

Bengali is spoken by over 230 million people yet remains severely under-served in automatic speech recognition (ASR) and speaker diarization research. In this paper, we present our system for the DL Sprint 4.0 Bengali Long-Form Speech…

Computation and Language · Computer Science 2026-03-23 Md. Nazmus Sakib , Shafiul Tanvir , Mesbah Uddin Ahamed , H. M. Aktaruzzaman Mukdho

The Bangla language includes many regional dialects, adding to its cultural richness. The translation of Bangla Language into regional dialects presents a challenge due to significant variations in vocabulary, pronunciation, and sentence…

Computation and Language · Computer Science 2025-01-13 Md. Arafat Alam Khandaker , Ziyan Shirin Raha , Bidyarthi Paul , Tashreef Muhammad

We describe our end-to-end system for Bengali long-form speech recognition (ASR) and speaker diarization submitted to the DL Sprint 4.0 competition on Kaggle. Bengali presents substantial challenges for both tasks: a large phoneme…

Computation and Language · Computer Science 2026-02-26 MD. Sagor Chowdhury , Adiba Fairooz Chowdhury

Large Language Models (LLMs) have achieved significant success in recent years; yet, issues of intrinsic gender bias persist, especially in non-English languages. Although current research mostly emphasizes English, the linguistic and…

Computation and Language · Computer Science 2026-01-27 Md Asgor Hossain Reaj , Rajan Das Gupta , Jui Saha Pritha , Abdullah Al Noman , Abir Ahmed , Golam Md Mohiuddin , Tze Hui Liew

Conventional research on speech recognition modeling relies on the canonical form for most low-resource languages while automatic speech recognition (ASR) for regional dialects is treated as a fine-tuning task. To investigate the effects of…

At present Automatic Speaker Recognition system is a very important issue due to its diverse applications. Hence, it becomes absolutely necessary to obtain models that take into consideration the speaking style of a person, vocal tract…

Hate speech on digital platforms has become a growing concern globally, especially in linguistically diverse countries like Bangladesh, where regional dialects play a major role in everyday communication. Despite progress in hate speech…

Automatic Speech Recognition (ASR) for Bengali, the world's fifth most spoken language, remains a significant challenge, critically hindering technological accessibility for its over 270 million speakers. This challenge is compounded by two…

Sound · Computer Science 2025-09-03 Swadhin Biswas , Imran , Tuhin Sheikh

Sentiment analysis for regional dialects of Bangla remains an underexplored area due to linguistic diversity and limited annotated data. This paper introduces ANUBHUTI, a comprehensive dataset consisting of 10,000 sentences manually…

Computation and Language · Computer Science 2026-01-21 Swastika Kundu , Autoshi Ibrahim , Mithila Rahman , Tanvir Ahmed
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